I posted this in another community and pissed some people off. Retrying here. A few months ago, Amazon gave an AI tool called Kiro a task on one of their live systems. Kiro didn't ask for help. It didn't wait for approval. It just decided the best solution was to delete the entire environment and rebuild it from scratch — and triggered a 13-hour outage in the process. Then, separately, AI-assisted code took down Amazon.com itself. Checkout. Pricing. Accounts. Gone for six hours. Roughly 6.3 million lost orders. And here's the part that should blow your mind: Amazon shrugged. Not because they're reckless. Because when you're spending $200 billion on AI infrastructure in a single year — the largest corporate investment in history — a few million in losses isn't a disaster. It's a lesson. They added guardrails, adjusted the process, and kept going. That tells you everything about where we are right now. We're not in the "AI is a cool assistant" era anymore. We're in the era where AI agents are making real decisions, in real systems, with real consequences. Sometimes they get it wrong. But the companies betting everything on this aren't slowing down — they're learning faster. Here's what that means for regular people: The shift isn't "AI replaces humans." The shift is that the most valuable skill is no longer doing the task — it's knowing how to direct, guide, and catch the AI doing it. Amazon's solution wasn't to fire Kiro. It was to put better humans around it. That's the opportunity. Not for engineers. Not for developers. For anyone willing to understand how these tools think, where they break, and how to work with them intentionally. The people figuring that out right now? That's where the most opportunity is in the market.

Hey guys, complete rookie here. I currently run Windows on my PC but my PC is completely outdated and I'm thinking of purchasing a Mac Mini for now. Any comments on the pros and cons of switching to Mac OS? It seems like Mac is more conducive to AI or maybe that's a false assumption? Feel free to leave your input, thanks!

The AI Automation Agency (AAA) Business Model is very popular amongst a sector of YouTube creators such as Nate Herk, Liam Ottley, etc. They offer courses to learn Claude Code as well as learn how to start your own AAA. These courses are marketed to enable you to make your first $10k with automations and so on. After doing research, there is a common proposition from these creators: Offer 24/7 lead capture (chatbot/AI receptionist), an SMS booking system, a social media DM bot, or a “speed to lead” system (a workflow that responds to customers right away). These are the 4 core offers, find a low tech industry and sell one of these offers. My opinion here is that those 4 offers are not very high value and are most likely offered by many SaaS companies or even website hosts. Which brings me to the question: Using Claude Code, are there opportunities within small to medium businesses to automate high value workflows? Everyone wants to start their own AAA but I am not seeing any high value offers. It’s all just basic add-ons that are already offered. Maybe I am not seeing something here, that’s why I want to get some community input on it. Do you think Claude Code workflow automations are a feasible business?

Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.

***A note before you read: this post talks about losing a parent to drug overdose, addiction, and some of the harder parts of growing up through that. If any of this hits close to home, take care of yourself first.*** This is personal, not ai related but feel its important to share. Both @Matthew Creamer and I lost our fathers to drug overdoses. I don't say that for sympathy. I say it because it's the kind of thing that rewires your entire life and I think some of you need to hear that the people building this thing with you know what it feels like to start from somewhere broken. My dad was a good man. I need you to know that before anything else. He was loving, he was present, he was the kind of father who wanted his son to never have to grind through the kind of work he did. He spent his life in construction, the kind that wears your body down year after year, and he always told me he wanted something different for me. He wanted to retire the whole family one day. He wanted to leave a mark on the world and he wanted me to do the same. He just had his demons, and one night when I was 15 they took him from me. A month after my birthday so I was still basically 14 years old and I found him on the couch and that was it. Everything after that moment I had to figure out on my own. I learned how to trim my beard without him standing behind me in the mirror. I learned how to haggle with taxi drivers in countries he never got to see. I broke my heart for the first time and had nobody to call who could tell me what that kind of pain actually means when you're young and don't know who you are yet. I fell into addiction myself somehow escaped after a lot of battles. I joined the Marine Corps and that brought its own tragedies, its own weight. I climbed the tallest mountain in Europe. I walked across the grand sands of the Middle East. I have tasted war and peace, depression and anger, and so much more that I am still learning how to carry.